{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "\n",
    "Time = 'Index'\n",
    "Input = 'For_O'\n",
    "Output = 'O'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载数据\n",
    "data = pd.read_excel('../data/Great_Lakes_Water_Monthly_Final.xlsx')\n",
    "\n",
    "# 转换为数值类型并处理NaN\n",
    "data[Time] = pd.to_numeric(data[Time], errors='coerce')\n",
    "data[Input] = pd.to_numeric(data[Input], errors='coerce')\n",
    "data[Output] = pd.to_numeric(data[Output], errors='coerce')\n",
    "\n",
    "# 再次确认并移除包含NaN的行\n",
    "data.dropna(subset=[Time, Input, Output], inplace=True)\n",
    "\n",
    "# 确认Time列现在完全是数值类型且不包含NaN\n",
    "assert not data[Time].isnull().any(), \"Time column still contains NaN values\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 时间序列分解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "输入季节性峰: 0.12414871782627925 2015-05-31 00:00:00\n",
      "输入季节性谷: -0.11157555227534892 2015-09-30 00:00:00\n",
      "输出季节性峰: 0.3992245370370344 2015-05-31 00:00:00\n",
      "输出季节性谷: -0.3601921296296322 2014-12-31 00:00:00\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data.index = pd.date_range(start='2014-12-01', periods=len(data[Output]), freq='M')\n",
    "\n",
    "# 进行季节性分解\n",
    "input_decompose = seasonal_decompose(data[Input], model='additive')\n",
    "output_decompose = seasonal_decompose(data[Output], model='additive')\n",
    "\n",
    "# 绘制分解结果\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.subplot(411)\n",
    "plt.plot(input_decompose.observed)\n",
    "plt.title('Original')\n",
    "plt.subplot(412)\n",
    "plt.plot(input_decompose.trend)\n",
    "plt.title('Trend')\n",
    "plt.subplot(413)\n",
    "plt.plot(input_decompose.seasonal)\n",
    "plt.title('Seasonality')\n",
    "plt.subplot(414)\n",
    "plt.plot(input_decompose.resid)\n",
    "plt.title('Residuals')\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.subplot(411)\n",
    "plt.plot(output_decompose.observed)\n",
    "plt.title('Original')\n",
    "plt.subplot(412)\n",
    "plt.plot(output_decompose.trend)\n",
    "plt.title('Trend')\n",
    "plt.subplot(413)\n",
    "plt.plot(output_decompose.seasonal)\n",
    "plt.title('Seasonality')\n",
    "plt.subplot(414)\n",
    "plt.plot(output_decompose.resid)\n",
    "plt.title('Residuals')\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "print('输入季节性峰:', input_decompose.seasonal.max(), input_decompose.seasonal.idxmax())\n",
    "print('输入季节性谷:', input_decompose.seasonal.min(), input_decompose.seasonal.idxmin())\n",
    "print('输出季节性峰:', output_decompose.seasonal.max(), output_decompose.seasonal.idxmax())\n",
    "print('输出季节性谷:', output_decompose.seasonal.min(), output_decompose.seasonal.idxmin())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 回归分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                  trend   R-squared:                       0.611\n",
      "Model:                            OLS   Adj. R-squared:                  0.604\n",
      "Method:                 Least Squares   F-statistic:                     92.59\n",
      "Date:                Mon, 05 Feb 2024   Prob (F-statistic):           1.07e-13\n",
      "Time:                        10:40:34   Log-Likelihood:                 50.071\n",
      "No. Observations:                  61   AIC:                            -96.14\n",
      "Df Residuals:                      59   BIC:                            -91.92\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const         74.4054      0.065   1149.029      0.000      74.276      74.535\n",
      "trend         -3.1635      0.329     -9.622      0.000      -3.821      -2.506\n",
      "==============================================================================\n",
      "Omnibus:                        5.899   Durbin-Watson:                   0.094\n",
      "Prob(Omnibus):                  0.052   Jarque-Bera (JB):                4.416\n",
      "Skew:                           0.530   Prob(JB):                        0.110\n",
      "Kurtosis:                       2.215   Cond. No.                         24.6\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "# 回归分析\n",
    "# 提取Time作为时间变量t\n",
    "t = data[Time]\n",
    "\n",
    "# 从分解结果中提取趋势序列\n",
    "input_trend = input_decompose.trend\n",
    "output_trend = output_decompose.trend\n",
    "\n",
    "# 同时移除两个趋势序列中的NaN值，确保它们的索引对齐\n",
    "common_index = input_trend.dropna().index.intersection(output_trend.dropna().index)\n",
    "input_trend_clean = input_trend.loc[common_index]\n",
    "output_trend_clean = output_trend.loc[common_index]\n",
    "\n",
    "# 构建周期性余弦项\n",
    "data['Cosine_Term'] = np.cos(2 * np.pi * t / 12)\n",
    "\n",
    "# 准备自变量和因变量\n",
    "X = sm.add_constant(input_trend_clean)  # 添加常数项\n",
    "y = output_trend_clean\n",
    "\n",
    "# 构建并拟合模型\n",
    "model = sm.OLS(y, X).fit()\n",
    "\n",
    "# 输出模型结果\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 回归预测结果\n",
    "data['Predicted'] = model.predict(X)\n",
    "\n",
    "# 绘制实际MHE值和预测MHE值\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(data.index, output_trend, label='Actual', marker='o', linestyle='-', color='blue')\n",
    "plt.plot(data.index, data['Predicted'], label='Predicted', marker='x', linestyle='--', color='red')\n",
    "\n",
    "plt.title('Actual vs Predicted MHE')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('h')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加上一个周期序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 回归预测结果\n",
    "data['Predicted'] = model.predict(X)\n",
    "\n",
    "# 假设t已正确设置为对应的时间序列\n",
    "t = np.arange(7, len(data)+7)\n",
    "# 重新构建周期性余弦项\n",
    "data['Cosine_Term'] = 0.380 * np.cos(2 * np.pi * t / 12)\n",
    "# 将余弦项加到预测的趋势分量上，得到调整后的预测序列\n",
    "data['Predicted'] = data['Predicted'] + data['Cosine_Term']\n",
    "\n",
    "# 绘制实际MHE值和预测MHE值\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(data.index, data[Output], label='Actual', marker='o', linestyle='-', color='blue')\n",
    "plt.plot(data.index, data['Predicted'], label='Predicted', marker='x', linestyle='--', color='red')\n",
    "\n",
    "\n",
    "# plt.title('Actual vs Predicted MHE')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Water Level (m)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 论文可视化处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.绘制时间序列分解并用ACF检验(Lake S 水位)\n",
    "(1)经典方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 绘制分解结果\n",
    "plt.figure(figsize=(14, 8))\n",
    "plt.subplot(411)\n",
    "plt.plot(output_decompose.observed)\n",
    "plt.title('Original')\n",
    "plt.annotate('Time', xy=(1, -0.15), xycoords='axes fraction', ha='center', va='center')\n",
    "plt.ylabel('Water level (m)')\n",
    "\n",
    "plt.subplot(412)\n",
    "plt.plot(output_decompose.trend)\n",
    "plt.title('Trend')\n",
    "plt.annotate('Time', xy=(1, -0.15), xycoords='axes fraction', ha='center', va='center')\n",
    "plt.ylabel('Water level (m)')\n",
    "\n",
    "plt.subplot(413)\n",
    "plt.plot(output_decompose.seasonal)\n",
    "plt.title('Seasonality')\n",
    "plt.annotate('Time', xy=(1, -0.15), xycoords='axes fraction', ha='center', va='center')\n",
    "plt.ylabel('Water level (m)')\n",
    "\n",
    "plt.subplot(414)\n",
    "plt.plot(output_decompose.resid)\n",
    "plt.title('Residuals')\n",
    "plt.annotate('Time', xy=(1, -0.15), xycoords='axes fraction', ha='center', va='center')\n",
    "plt.ylabel('Water level (m)')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "# 绘制输出序列残差的自相关图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plot_acf(output_decompose.resid.dropna(), lags=30, title='Output Residuals Autocorrelation')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(2)STL方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# Plotting the components for the input time series\n",
    "input_result.plot()\n",
    "plt.title('STL Decomposition - Input')\n",
    "plt.tight_layout()\n",
    "\n",
    "# Plotting the components for the output time series\n",
    "output_result.plot()\n",
    "plt.title('STL Decomposition - Output')\n",
    "plt.tight_layout()\n",
    "\n",
    "# 绘制输出序列残差的自相关图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plot_acf(output_result.resid.dropna(), lags=30, title='Output Residuals Autocorrelation')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the original series and trend component in the same plot\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(output_decompose.trend, label='Trend Component', color='g')\n",
    "plt.plot(output_decompose.observed, label='Original Series', color='b')\n",
    "# plt.title('STL Decomposition - Original Series and Trend Component')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Water Level (m)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.绘制分解的残差的ACF图，验证有效性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 绘制输出序列残差的自相关图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plot_acf(input_decompose.resid.dropna(), lags=21, title='Output Residuals Autocorrelation')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\huigg\\anaconda3\\envs\\ICM\\Lib\\site-packages\\statsmodels\\graphics\\gofplots.py:1045: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"b\" (-> color=(0.0, 0.0, 1.0, 1)). The keyword argument will take precedence.\n",
      "  ax.plot(x, y, fmt, **plot_style)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Residuals do not follow a normal distribution (p-value = 5.147973425323471e-08 )\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "import scipy.stats as stats\n",
    "\n",
    "# Assuming 'output_result' contains the STL decomposition results\n",
    "\n",
    "# Extract the residuals from the STL decomposition\n",
    "residuals = output_result.resid.dropna()\n",
    "\n",
    "# Plot histogram of residuals\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(residuals, bins=20, density=True, alpha=0.6, color='b')\n",
    "plt.title('Histogram of Residuals')\n",
    "\n",
    "# Plot QQ plot of residuals\n",
    "plt.subplot(1, 2, 2)\n",
    "sm.qqplot(residuals, line='s', color='r')\n",
    "plt.title('QQ Plot of Residuals')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Perform normality test (Shapiro-Wilk test)\n",
    "shapiro_test_statistic, shapiro_p_value = stats.shapiro(residuals)\n",
    "\n",
    "# Check if residuals pass normality test (p-value threshold typically 0.05)\n",
    "if shapiro_p_value < 0.05:\n",
    "    print(\"Residuals do not follow a normal distribution (p-value =\", shapiro_p_value, \")\")\n",
    "else:\n",
    "    print(\"Residuals follow a normal distribution (p-value =\", shapiro_p_value, \")\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.公式应该为"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 待处理问题\n",
    "* 回归中用的不是真实网络流图，而是简化为4个水箱的网络流图，该怎么处理叙述的逻辑？\n",
    "* 需要解释，由于数据中2000-2011年大部分数据丢失，我们舍弃那些年的数据\n",
    "* 拟合公式中，$c$应该改为 $\\Delta c$"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "ICM",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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